Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:29:25.637071 |
|---|---|
| Analysis finished | 2020-08-25 00:29:46.859421 |
| Duration | 21.22 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.963979869491823e-11 |
|---|---|
| Minimum | -2.202409267425537 |
| Maximum | 2.244232416152954 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.202409267 |
|---|---|
| 5-th percentile | -1.584626591 |
| Q1 | -0.7607555836 |
| median | -0.02201686334 |
| Q3 | 0.7440897822 |
| 95-th percentile | 1.670290881 |
| Maximum | 2.244232416 |
| Range | 4.446641684 |
| Interquartile range (IQR) | 1.504845366 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -1.11557591e+10 |
| Kurtosis | -0.8091421213 |
| Mean | -8.963979869e-11 |
| Median Absolute Deviation (MAD) | 0.7590702474 |
| Skewness | 0.09057283272 |
| Sum | -8.963979869e-08 |
| Variance | 1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.7382793427 | 1 | 0.1% | |
| -0.02799502201 | 1 | 0.1% | |
| -0.241378665 | 1 | 0.1% | |
| 0.4534599185 | 1 | 0.1% | |
| -0.5241064429 | 1 | 0.1% | |
| -1.296242595 | 1 | 0.1% | |
| -1.411486387 | 1 | 0.1% | |
| 2.237036228 | 1 | 0.1% | |
| 1.039047241 | 1 | 0.1% | |
| -0.4915410578 | 1 | 0.1% | |
| -0.7018277645 | 1 | 0.1% | |
| 0.6158859134 | 1 | 0.1% | |
| 0.1251623929 | 1 | 0.1% | |
| -0.7304464579 | 1 | 0.1% | |
| 0.4518259764 | 1 | 0.1% | |
| 1.595033765 | 1 | 0.1% | |
| -0.2341311723 | 1 | 0.1% | |
| -1.023396254 | 1 | 0.1% | |
| -0.5469989181 | 1 | 0.1% | |
| -0.5363518596 | 1 | 0.1% | |
| -0.2081662416 | 1 | 0.1% | |
| -1.555953503 | 1 | 0.1% | |
| -0.107988961 | 1 | 0.1% | |
| -0.7408645749 | 1 | 0.1% | |
| -1.634070158 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.202409267 | 1 | 0.1% | |
| -2.188148022 | 1 | 0.1% | |
| -2.102339029 | 1 | 0.1% | |
| -2.094060898 | 1 | 0.1% | |
| -2.078827143 | 1 | 0.1% | |
| -2.069267988 | 1 | 0.1% | |
| -2.044192791 | 1 | 0.1% | |
| -2.025030613 | 1 | 0.1% | |
| -1.974009395 | 1 | 0.1% | |
| -1.90635252 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.244232416 | 1 | 0.1% | |
| 2.237036228 | 1 | 0.1% | |
| 2.234548092 | 1 | 0.1% | |
| 2.206620932 | 1 | 0.1% | |
| 2.174294472 | 1 | 0.1% | |
| 2.145073414 | 1 | 0.1% | |
| 2.127660751 | 1 | 0.1% | |
| 2.122261286 | 1 | 0.1% | |
| 2.112441063 | 1 | 0.1% | |
| 2.10389328 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -9.6810981631279e-10 |
|---|---|
| Minimum | -1.6999146938323977 |
| Maximum | 1.7985024452209473 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.699914694 |
|---|---|
| 5-th percentile | -1.507673705 |
| Q1 | -0.8672545254 |
| median | -0.02687574085 |
| Q3 | 0.8681760877 |
| 95-th percentile | 1.620564044 |
| Maximum | 1.798502445 |
| Range | 3.498417139 |
| Interquartile range (IQR) | 1.735430613 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -1032940668 |
| Kurtosis | -1.173388632 |
| Mean | -9.681098163e-10 |
| Median Absolute Deviation (MAD) | 0.8634471828 |
| Skewness | 0.09435106119 |
| Sum | -9.681098163e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.4511706233 | 1 | 0.1% | |
| -0.4599367082 | 1 | 0.1% | |
| 1.458353877 | 1 | 0.1% | |
| 0.8971441984 | 1 | 0.1% | |
| -0.9524669051 | 1 | 0.1% | |
| 0.979172349 | 1 | 0.1% | |
| -1.489583254 | 1 | 0.1% | |
| -0.5260452628 | 1 | 0.1% | |
| -1.513026953 | 1 | 0.1% | |
| -1.110676408 | 1 | 0.1% | |
| -0.5592446923 | 1 | 0.1% | |
| -0.137857765 | 1 | 0.1% | |
| 0.4075506926 | 1 | 0.1% | |
| 1.302076101 | 1 | 0.1% | |
| 1.020822525 | 1 | 0.1% | |
| -0.9837325215 | 1 | 0.1% | |
| -1.274656892 | 1 | 0.1% | |
| -1.501279235 | 1 | 0.1% | |
| -1.598930955 | 1 | 0.1% | |
| -1.552048445 | 1 | 0.1% | |
| 1.044232845 | 1 | 0.1% | |
| 1.75907445 | 1 | 0.1% | |
| 1.589825749 | 1 | 0.1% | |
| 0.70765692 | 1 | 0.1% | |
| 1.411401391 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.699914694 | 1 | 0.1% | |
| -1.699745417 | 1 | 0.1% | |
| -1.694345832 | 1 | 0.1% | |
| -1.69173646 | 1 | 0.1% | |
| -1.686851621 | 1 | 0.1% | |
| -1.683903933 | 1 | 0.1% | |
| -1.663590193 | 1 | 0.1% | |
| -1.657353401 | 1 | 0.1% | |
| -1.650518656 | 1 | 0.1% | |
| -1.647076488 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.798502445 | 1 | 0.1% | |
| 1.796496987 | 1 | 0.1% | |
| 1.783682346 | 1 | 0.1% | |
| 1.78218317 | 1 | 0.1% | |
| 1.776652932 | 1 | 0.1% | |
| 1.775466323 | 1 | 0.1% | |
| 1.767532945 | 1 | 0.1% | |
| 1.766718745 | 1 | 0.1% | |
| 1.766372681 | 1 | 0.1% | |
| 1.75907445 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0825460767804884e-09 |
|---|---|
| Minimum | -2.160346984863281 |
| Maximum | 3.7268602848052983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.160346985 |
|---|---|
| 5-th percentile | -1.303818762 |
| Q1 | -0.7514732331 |
| median | -0.1839373335 |
| Q3 | 0.6014242619 |
| 95-th percentile | 1.884221327 |
| Maximum | 3.726860285 |
| Range | 5.88720727 |
| Interquartile range (IQR) | 1.352897495 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 923748209.4 |
| Kurtosis | 0.2466847999 |
| Mean | 1.082546077e-09 |
| Median Absolute Deviation (MAD) | 0.633522585 |
| Skewness | 0.7414630375 |
| Sum | 1.082546077e-06 |
| Variance | 1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.6269523501 | 1 | 0.1% | |
| 1.713583946 | 1 | 0.1% | |
| 0.9713618755 | 1 | 0.1% | |
| -0.006154418457 | 1 | 0.1% | |
| -0.3460307717 | 1 | 0.1% | |
| -1.825519085 | 1 | 0.1% | |
| 1.337234616 | 1 | 0.1% | |
| -0.3050113618 | 1 | 0.1% | |
| -0.932947278 | 1 | 0.1% | |
| 0.008229676634 | 1 | 0.1% | |
| 1.884092927 | 1 | 0.1% | |
| 0.824455142 | 1 | 0.1% | |
| 0.1861944348 | 1 | 0.1% | |
| -0.2140262127 | 1 | 0.1% | |
| 0.1622679532 | 1 | 0.1% | |
| -0.8838713765 | 1 | 0.1% | |
| -0.7896544337 | 1 | 0.1% | |
| -1.255153775 | 1 | 0.1% | |
| -1.325460792 | 1 | 0.1% | |
| 0.03305778652 | 1 | 0.1% | |
| -0.6384286284 | 1 | 0.1% | |
| 0.4977406561 | 1 | 0.1% | |
| 0.2364807278 | 1 | 0.1% | |
| 0.6646710634 | 1 | 0.1% | |
| -1.333244562 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.160346985 | 1 | 0.1% | |
| -2.055208445 | 1 | 0.1% | |
| -2.042627573 | 1 | 0.1% | |
| -1.948731899 | 1 | 0.1% | |
| -1.92243576 | 1 | 0.1% | |
| -1.864353061 | 1 | 0.1% | |
| -1.825519085 | 1 | 0.1% | |
| -1.80308485 | 1 | 0.1% | |
| -1.798739433 | 1 | 0.1% | |
| -1.749284625 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.726860285 | 1 | 0.1% | |
| 3.571922541 | 1 | 0.1% | |
| 3.216298103 | 1 | 0.1% | |
| 3.056931019 | 1 | 0.1% | |
| 3.0122509 | 1 | 0.1% | |
| 2.982927799 | 1 | 0.1% | |
| 2.981326342 | 1 | 0.1% | |
| 2.96146965 | 1 | 0.1% | |
| 2.912550211 | 1 | 0.1% | |
| 2.896022081 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9185245037078858e-09 |
|---|---|
| Minimum | -1.7148575782775881 |
| Maximum | 1.787419676780701 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.714857578 |
|---|---|
| 5-th percentile | -1.559788615 |
| Q1 | -0.8585219979 |
| median | -0.04061810486 |
| Q3 | 0.8424962312 |
| 95-th percentile | 1.60050925 |
| Maximum | 1.787419677 |
| Range | 3.502277255 |
| Interquartile range (IQR) | 1.701018229 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 521233895.5 |
| Kurtosis | -1.164821164 |
| Mean | 1.918524504e-09 |
| Median Absolute Deviation (MAD) | 0.8409873247 |
| Skewness | 0.06738549629 |
| Sum | 1.918524504e-06 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.4599601924 | 1 | 0.1% | |
| 0.4231874645 | 1 | 0.1% | |
| -1.216245055 | 1 | 0.1% | |
| -0.2047641277 | 1 | 0.1% | |
| -0.4983953834 | 1 | 0.1% | |
| 1.563887358 | 1 | 0.1% | |
| -0.2564897537 | 1 | 0.1% | |
| 0.7624106407 | 1 | 0.1% | |
| 0.1920663118 | 1 | 0.1% | |
| 1.450590134 | 1 | 0.1% | |
| -0.4627358317 | 1 | 0.1% | |
| -0.9979286194 | 1 | 0.1% | |
| 1.364246964 | 1 | 0.1% | |
| 0.2355204374 | 1 | 0.1% | |
| 0.1269996166 | 1 | 0.1% | |
| 0.7702013254 | 1 | 0.1% | |
| -0.4895812273 | 1 | 0.1% | |
| 0.5455900431 | 1 | 0.1% | |
| -0.1832719445 | 1 | 0.1% | |
| 0.3304108083 | 1 | 0.1% | |
| 1.587265849 | 1 | 0.1% | |
| 1.462264657 | 1 | 0.1% | |
| -1.567729592 | 1 | 0.1% | |
| 1.204446554 | 1 | 0.1% | |
| 0.7311285734 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.714857578 | 1 | 0.1% | |
| -1.714767933 | 1 | 0.1% | |
| -1.714172125 | 1 | 0.1% | |
| -1.703014493 | 1 | 0.1% | |
| -1.700312853 | 1 | 0.1% | |
| -1.697945714 | 1 | 0.1% | |
| -1.690566182 | 1 | 0.1% | |
| -1.687350512 | 1 | 0.1% | |
| -1.687306166 | 1 | 0.1% | |
| -1.685994744 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.787419677 | 1 | 0.1% | |
| 1.777426243 | 1 | 0.1% | |
| 1.77521944 | 1 | 0.1% | |
| 1.773620129 | 1 | 0.1% | |
| 1.76418364 | 1 | 0.1% | |
| 1.760391951 | 1 | 0.1% | |
| 1.75842464 | 1 | 0.1% | |
| 1.758128881 | 1 | 0.1% | |
| 1.749549031 | 1 | 0.1% | |
| 1.745406508 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.834751158952714e-10 |
|---|---|
| Minimum | -1.702661633491516 |
| Maximum | 1.7385513782501218 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.702661633 |
|---|---|
| 5-th percentile | -1.533249533 |
| Q1 | -0.8597988933 |
| median | -0.002441011486 |
| Q3 | 0.8638215661 |
| 95-th percentile | 1.557474494 |
| Maximum | 1.738551378 |
| Range | 3.441213012 |
| Interquartile range (IQR) | 1.723620459 |
Descriptive statistics
| Standard deviation | 0.9999999989 |
|---|---|
| Coefficient of variation (CV) | -1276364723 |
| Kurtosis | -1.196272538 |
| Mean | -7.834751159e-10 |
| Median Absolute Deviation (MAD) | 0.858472295 |
| Skewness | 0.02409846968 |
| Sum | -7.834751159e-07 |
| Variance | 0.9999999978 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.8906234503 | 1 | 0.1% | |
| 1.458363771 | 1 | 0.1% | |
| -0.3448746204 | 1 | 0.1% | |
| -1.024820328 | 1 | 0.1% | |
| -0.9635818005 | 1 | 0.1% | |
| 0.4632342756 | 1 | 0.1% | |
| 1.669341683 | 1 | 0.1% | |
| -0.5475589633 | 1 | 0.1% | |
| -0.9928705096 | 1 | 0.1% | |
| 0.6823192239 | 1 | 0.1% | |
| 1.312408686 | 1 | 0.1% | |
| -1.641974688 | 1 | 0.1% | |
| -1.334594369 | 1 | 0.1% | |
| -0.1266103983 | 1 | 0.1% | |
| 0.4586510062 | 1 | 0.1% | |
| -1.391955018 | 1 | 0.1% | |
| -0.1121403798 | 1 | 0.1% | |
| 1.683727503 | 1 | 0.1% | |
| -0.5807410479 | 1 | 0.1% | |
| -1.325544357 | 1 | 0.1% | |
| -0.9231680632 | 1 | 0.1% | |
| -0.3391970992 | 1 | 0.1% | |
| -0.6393301487 | 1 | 0.1% | |
| -1.512028813 | 1 | 0.1% | |
| 0.9455844164 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.702661633 | 1 | 0.1% | |
| -1.699086666 | 1 | 0.1% | |
| -1.698683023 | 1 | 0.1% | |
| -1.69181478 | 1 | 0.1% | |
| -1.687050343 | 1 | 0.1% | |
| -1.685918093 | 1 | 0.1% | |
| -1.681306243 | 1 | 0.1% | |
| -1.672840595 | 1 | 0.1% | |
| -1.667621374 | 1 | 0.1% | |
| -1.664433002 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.738551378 | 1 | 0.1% | |
| 1.737560511 | 1 | 0.1% | |
| 1.731526613 | 1 | 0.1% | |
| 1.723889232 | 1 | 0.1% | |
| 1.721995592 | 1 | 0.1% | |
| 1.720896602 | 1 | 0.1% | |
| 1.719710231 | 1 | 0.1% | |
| 1.715122819 | 1 | 0.1% | |
| 1.714529395 | 1 | 0.1% | |
| 1.712166786 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.525094017386437e-10 |
|---|---|
| Minimum | -1.6706713438034058 |
| Maximum | 1.7377748489379885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.670671344 |
|---|---|
| 5-th percentile | -1.51437422 |
| Q1 | -0.8875145912 |
| median | -0.05978830531 |
| Q3 | 0.8778575361 |
| 95-th percentile | 1.59118275 |
| Maximum | 1.737774849 |
| Range | 3.408446193 |
| Interquartile range (IQR) | 1.765372127 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -1173007592 |
| Kurtosis | -1.217076743 |
| Mean | -8.525094017e-10 |
| Median Absolute Deviation (MAD) | 0.8807156086 |
| Skewness | 0.1060285369 |
| Sum | -8.525094017e-07 |
| Variance | 1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.02011572383 | 1 | 0.1% | |
| -0.2610394955 | 1 | 0.1% | |
| 1.349014044 | 1 | 0.1% | |
| 1.369869113 | 1 | 0.1% | |
| 0.3411576748 | 1 | 0.1% | |
| -0.8287927508 | 1 | 0.1% | |
| -1.122423768 | 1 | 0.1% | |
| -0.7148197889 | 1 | 0.1% | |
| -0.7946538925 | 1 | 0.1% | |
| 0.8986200094 | 1 | 0.1% | |
| -1.532557011 | 1 | 0.1% | |
| 0.6510434151 | 1 | 0.1% | |
| -1.58333385 | 1 | 0.1% | |
| 0.641274035 | 1 | 0.1% | |
| -0.3616508245 | 1 | 0.1% | |
| -0.1026195809 | 1 | 0.1% | |
| -1.10081768 | 1 | 0.1% | |
| 0.004796260037 | 1 | 0.1% | |
| -1.389226913 | 1 | 0.1% | |
| -0.1741570979 | 1 | 0.1% | |
| 0.1798466146 | 1 | 0.1% | |
| 0.1520435214 | 1 | 0.1% | |
| 0.8736794591 | 1 | 0.1% | |
| 0.2401766032 | 1 | 0.1% | |
| 0.6119590998 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.670671344 | 1 | 0.1% | |
| -1.669556141 | 1 | 0.1% | |
| -1.668467283 | 1 | 0.1% | |
| -1.665471673 | 1 | 0.1% | |
| -1.664966345 | 1 | 0.1% | |
| -1.650492191 | 1 | 0.1% | |
| -1.647366524 | 1 | 0.1% | |
| -1.647096992 | 1 | 0.1% | |
| -1.64623487 | 1 | 0.1% | |
| -1.639925361 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.737774849 | 1 | 0.1% | |
| 1.735139012 | 1 | 0.1% | |
| 1.734684944 | 1 | 0.1% | |
| 1.731094122 | 1 | 0.1% | |
| 1.725751758 | 1 | 0.1% | |
| 1.724490643 | 1 | 0.1% | |
| 1.724050403 | 1 | 0.1% | |
| 1.722099781 | 1 | 0.1% | |
| 1.721923828 | 1 | 0.1% | |
| 1.721870065 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.9814040064811706e-10 |
|---|---|
| Minimum | -1.7702804803848269 |
| Maximum | 1.6774529218673706 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.77028048 |
|---|---|
| 5-th percentile | -1.60244832 |
| Q1 | -0.8752927184 |
| median | 0.02694592159 |
| Q3 | 0.8935836405 |
| 95-th percentile | 1.502601105 |
| Maximum | 1.677452922 |
| Range | 3.447733402 |
| Interquartile range (IQR) | 1.768876359 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -2511676781 |
| Kurtosis | -1.215058684 |
| Mean | -3.981404006e-10 |
| Median Absolute Deviation (MAD) | 0.8862418234 |
| Skewness | -0.06383271031 |
| Sum | -3.981404006e-07 |
| Variance | 1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.011716247 | 1 | 0.1% | |
| -1.162882447 | 1 | 0.1% | |
| -1.49862206 | 1 | 0.1% | |
| 1.016997933 | 1 | 0.1% | |
| 0.4319837093 | 1 | 0.1% | |
| 1.306051254 | 1 | 0.1% | |
| -0.6315402985 | 1 | 0.1% | |
| 0.3606903851 | 1 | 0.1% | |
| -0.8507806063 | 1 | 0.1% | |
| 0.8327068686 | 1 | 0.1% | |
| -0.6022285819 | 1 | 0.1% | |
| -0.7073546648 | 1 | 0.1% | |
| -0.110190399 | 1 | 0.1% | |
| -0.8248797655 | 1 | 0.1% | |
| -0.8713264465 | 1 | 0.1% | |
| 1.468405843 | 1 | 0.1% | |
| -0.5525417328 | 1 | 0.1% | |
| -0.3255209327 | 1 | 0.1% | |
| 0.7117664814 | 1 | 0.1% | |
| -1.562412739 | 1 | 0.1% | |
| -0.5182262659 | 1 | 0.1% | |
| -1.675295949 | 1 | 0.1% | |
| 1.10563755 | 1 | 0.1% | |
| -0.7897037268 | 1 | 0.1% | |
| 0.6627438664 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.77028048 | 1 | 0.1% | |
| -1.765586019 | 1 | 0.1% | |
| -1.765491009 | 1 | 0.1% | |
| -1.754812241 | 1 | 0.1% | |
| -1.753831983 | 1 | 0.1% | |
| -1.749376655 | 1 | 0.1% | |
| -1.748143077 | 1 | 0.1% | |
| -1.7480582 | 1 | 0.1% | |
| -1.745409012 | 1 | 0.1% | |
| -1.730160832 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.677452922 | 1 | 0.1% | |
| 1.67616117 | 1 | 0.1% | |
| 1.671056986 | 1 | 0.1% | |
| 1.669428349 | 1 | 0.1% | |
| 1.664441466 | 1 | 0.1% | |
| 1.663132787 | 1 | 0.1% | |
| 1.659778237 | 1 | 0.1% | |
| 1.659086347 | 1 | 0.1% | |
| 1.6590451 | 1 | 0.1% | |
| 1.654946804 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6542617231607438e-09 |
|---|---|
| Minimum | -1.7239429950714111 |
| Maximum | 1.6978634595870972 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.723942995 |
|---|---|
| 5-th percentile | -1.567904246 |
| Q1 | -0.855770722 |
| median | -0.02160639316 |
| Q3 | 0.8875822425 |
| 95-th percentile | 1.570598102 |
| Maximum | 1.69786346 |
| Range | 3.421806455 |
| Interquartile range (IQR) | 1.743352965 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 604499267.5 |
| Kurtosis | -1.166384888 |
| Mean | 1.654261723e-09 |
| Median Absolute Deviation (MAD) | 0.8647813499 |
| Skewness | 0.01735871475 |
| Sum | 1.654261723e-06 |
| Variance | 0.9999999999 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.281240463 | 1 | 0.1% | |
| 1.540382743 | 1 | 0.1% | |
| -0.02504575625 | 1 | 0.1% | |
| -0.1779052317 | 1 | 0.1% | |
| -1.192769885 | 1 | 0.1% | |
| -1.527768016 | 1 | 0.1% | |
| -0.9381763339 | 1 | 0.1% | |
| -0.610049367 | 1 | 0.1% | |
| 0.4622604251 | 1 | 0.1% | |
| -0.1793670654 | 1 | 0.1% | |
| -0.9323113561 | 1 | 0.1% | |
| 0.1469040811 | 1 | 0.1% | |
| 1.040398955 | 1 | 0.1% | |
| -0.8991008997 | 1 | 0.1% | |
| 1.263041377 | 1 | 0.1% | |
| 0.3699990809 | 1 | 0.1% | |
| -0.2445092797 | 1 | 0.1% | |
| 1.571623683 | 1 | 0.1% | |
| 0.836592555 | 1 | 0.1% | |
| -1.567792773 | 1 | 0.1% | |
| 0.7063919306 | 1 | 0.1% | |
| 0.08211262524 | 1 | 0.1% | |
| 0.1339512765 | 1 | 0.1% | |
| -1.161453009 | 1 | 0.1% | |
| -1.120412946 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.723942995 | 1 | 0.1% | |
| -1.721300483 | 1 | 0.1% | |
| -1.720790029 | 1 | 0.1% | |
| -1.717982531 | 1 | 0.1% | |
| -1.716722846 | 1 | 0.1% | |
| -1.714557052 | 1 | 0.1% | |
| -1.710192323 | 1 | 0.1% | |
| -1.702403665 | 1 | 0.1% | |
| -1.702224493 | 1 | 0.1% | |
| -1.700751662 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.69786346 | 1 | 0.1% | |
| 1.697005033 | 1 | 0.1% | |
| 1.694866657 | 1 | 0.1% | |
| 1.693774819 | 1 | 0.1% | |
| 1.692046046 | 1 | 0.1% | |
| 1.682561398 | 1 | 0.1% | |
| 1.682054639 | 1 | 0.1% | |
| 1.67689693 | 1 | 0.1% | |
| 1.676710248 | 1 | 0.1% | |
| 1.671830177 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.890025593340397e-10 |
|---|---|
| Minimum | -1.806440114974976 |
| Maximum | 1.693694829940796 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.806440115 |
|---|---|
| 5-th percentile | -1.596701896 |
| Q1 | -0.8650304228 |
| median | 0.04197281972 |
| Q3 | 0.8669193685 |
| 95-th percentile | 1.56149826 |
| Maximum | 1.69369483 |
| Range | 3.500134945 |
| Interquartile range (IQR) | 1.731949791 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -2044979076 |
| Kurtosis | -1.185242365 |
| Mean | -4.890025593e-10 |
| Median Absolute Deviation (MAD) | 0.8628925979 |
| Skewness | -0.07208916384 |
| Sum | -4.890025593e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.691408873 | 1 | 0.1% | |
| 1.692664027 | 1 | 0.1% | |
| 1.519415855 | 1 | 0.1% | |
| 1.328200102 | 1 | 0.1% | |
| -0.3343048096 | 1 | 0.1% | |
| 0.2253860235 | 1 | 0.1% | |
| -1.696592093 | 1 | 0.1% | |
| -1.348933935 | 1 | 0.1% | |
| -1.464020371 | 1 | 0.1% | |
| 0.8229007721 | 1 | 0.1% | |
| 0.09871217608 | 1 | 0.1% | |
| 1.200956583 | 1 | 0.1% | |
| 1.600815177 | 1 | 0.1% | |
| 0.9757266641 | 1 | 0.1% | |
| 0.4885967076 | 1 | 0.1% | |
| -0.4319548607 | 1 | 0.1% | |
| -1.118372321 | 1 | 0.1% | |
| 0.4124223888 | 1 | 0.1% | |
| 0.1216907427 | 1 | 0.1% | |
| -1.77610755 | 1 | 0.1% | |
| -0.441716522 | 1 | 0.1% | |
| -0.1275514364 | 1 | 0.1% | |
| -0.03102516197 | 1 | 0.1% | |
| -1.137939215 | 1 | 0.1% | |
| 1.364498973 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.806440115 | 1 | 0.1% | |
| -1.805464149 | 1 | 0.1% | |
| -1.800511956 | 1 | 0.1% | |
| -1.792324424 | 1 | 0.1% | |
| -1.779057026 | 1 | 0.1% | |
| -1.777392626 | 1 | 0.1% | |
| -1.77610755 | 1 | 0.1% | |
| -1.770196795 | 1 | 0.1% | |
| -1.754249692 | 1 | 0.1% | |
| -1.743897915 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.69369483 | 1 | 0.1% | |
| 1.693616867 | 1 | 0.1% | |
| 1.693430305 | 1 | 0.1% | |
| 1.692664027 | 1 | 0.1% | |
| 1.68194747 | 1 | 0.1% | |
| 1.681655526 | 1 | 0.1% | |
| 1.679464817 | 1 | 0.1% | |
| 1.679233789 | 1 | 0.1% | |
| 1.673069596 | 1 | 0.1% | |
| 1.672193408 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.597276423126459e-09 |
|---|---|
| Minimum | -1.8100426197052 |
| Maximum | 1.7054005861282349 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.81004262 |
|---|---|
| 5-th percentile | -1.631662685 |
| Q1 | -0.801892668 |
| median | 0.01713785902 |
| Q3 | 0.8483417183 |
| 95-th percentile | 1.581701458 |
| Maximum | 1.705400586 |
| Range | 3.515443206 |
| Interquartile range (IQR) | 1.650234386 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -626065711.8 |
| Kurtosis | -1.095438487 |
| Mean | -1.597276423e-09 |
| Median Absolute Deviation (MAD) | 0.8242694438 |
| Skewness | -0.04487232255 |
| Sum | -1.597276423e-06 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.1879881471 | 1 | 0.1% | |
| -1.483090043 | 1 | 0.1% | |
| 0.1705771387 | 1 | 0.1% | |
| 0.5989422202 | 1 | 0.1% | |
| -1.145864367 | 1 | 0.1% | |
| -1.352892637 | 1 | 0.1% | |
| -0.6178519726 | 1 | 0.1% | |
| 0.04671511427 | 1 | 0.1% | |
| 1.220075369 | 1 | 0.1% | |
| 0.19355838 | 1 | 0.1% | |
| 1.188811064 | 1 | 0.1% | |
| -1.75130868 | 1 | 0.1% | |
| 0.6940070987 | 1 | 0.1% | |
| -0.3509094417 | 1 | 0.1% | |
| -0.3020798564 | 1 | 0.1% | |
| -1.501283407 | 1 | 0.1% | |
| 0.9383525252 | 1 | 0.1% | |
| 1.220025659 | 1 | 0.1% | |
| 0.803370595 | 1 | 0.1% | |
| 0.2337277979 | 1 | 0.1% | |
| -0.3635981679 | 1 | 0.1% | |
| 0.8270088434 | 1 | 0.1% | |
| 0.3635967076 | 1 | 0.1% | |
| 0.9127390385 | 1 | 0.1% | |
| -0.1241073385 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.81004262 | 1 | 0.1% | |
| -1.808313847 | 1 | 0.1% | |
| -1.802774429 | 1 | 0.1% | |
| -1.800517559 | 1 | 0.1% | |
| -1.796895981 | 1 | 0.1% | |
| -1.793735266 | 1 | 0.1% | |
| -1.781801343 | 1 | 0.1% | |
| -1.773076296 | 1 | 0.1% | |
| -1.772263527 | 1 | 0.1% | |
| -1.767882943 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.705400586 | 1 | 0.1% | |
| 1.704963326 | 1 | 0.1% | |
| 1.704031467 | 1 | 0.1% | |
| 1.703396082 | 1 | 0.1% | |
| 1.702625155 | 1 | 0.1% | |
| 1.701384425 | 1 | 0.1% | |
| 1.69291687 | 1 | 0.1% | |
| 1.689827681 | 1 | 0.1% | |
| 1.688344955 | 1 | 0.1% | |
| 1.687960148 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.584496201800789e-09 |
|---|---|
| Minimum | -2.641596794128418 |
| Maximum | 2.337723970413208 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.641596794 |
|---|---|
| 5-th percentile | -1.901313818 |
| Q1 | -0.7113724947 |
| median | 0.2104151621 |
| Q3 | 0.7663364261 |
| 95-th percentile | 1.382168519 |
| Maximum | 2.33772397 |
| Range | 4.979320765 |
| Interquartile range (IQR) | 1.477708921 |
Descriptive statistics
| Standard deviation | 0.9999999957 |
|---|---|
| Coefficient of variation (CV) | 631115426.2 |
| Kurtosis | -0.5278779815 |
| Mean | 1.584496202e-09 |
| Median Absolute Deviation (MAD) | 0.643247366 |
| Skewness | -0.5443612763 |
| Sum | 1.584496202e-06 |
| Variance | 0.9999999913 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.109387279 | 1 | 0.1% | |
| 1.42440331 | 1 | 0.1% | |
| -0.3304350674 | 1 | 0.1% | |
| -0.08578199893 | 1 | 0.1% | |
| 1.479909778 | 1 | 0.1% | |
| 1.037650704 | 1 | 0.1% | |
| 0.7526586652 | 1 | 0.1% | |
| 0.7272648811 | 1 | 0.1% | |
| 2.010615349 | 1 | 0.1% | |
| 1.126448154 | 1 | 0.1% | |
| 0.8131990433 | 1 | 0.1% | |
| 0.9987437725 | 1 | 0.1% | |
| 0.1310335994 | 1 | 0.1% | |
| -0.4684025347 | 1 | 0.1% | |
| -0.3050343096 | 1 | 0.1% | |
| 0.01652784273 | 1 | 0.1% | |
| -0.9225317836 | 1 | 0.1% | |
| 1.602937102 | 1 | 0.1% | |
| 1.11465323 | 1 | 0.1% | |
| -1.044332862 | 1 | 0.1% | |
| 0.8561490774 | 1 | 0.1% | |
| -0.9915109277 | 1 | 0.1% | |
| -1.556038141 | 1 | 0.1% | |
| 1.540407062 | 1 | 0.1% | |
| 0.5202018023 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.641596794 | 1 | 0.1% | |
| -2.561041594 | 1 | 0.1% | |
| -2.541931868 | 1 | 0.1% | |
| -2.48080802 | 1 | 0.1% | |
| -2.41718626 | 1 | 0.1% | |
| -2.395663023 | 1 | 0.1% | |
| -2.376189709 | 1 | 0.1% | |
| -2.373981714 | 1 | 0.1% | |
| -2.368956804 | 1 | 0.1% | |
| -2.365689039 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.33772397 | 1 | 0.1% | |
| 2.010615349 | 1 | 0.1% | |
| 1.931723595 | 1 | 0.1% | |
| 1.875554204 | 1 | 0.1% | |
| 1.795353055 | 1 | 0.1% | |
| 1.774111748 | 1 | 0.1% | |
| 1.752178192 | 1 | 0.1% | |
| 1.714159608 | 1 | 0.1% | |
| 1.697172999 | 1 | 0.1% | |
| 1.685864449 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1.505741 | -0.985161 | -1.624396 | -0.855436 | -1.432705 | -0.810323 | -0.601729 | 0.011489 | 0.440476 | -0.325924 | 0.296129 |
| 1 | 2.234548 | 1.775466 | 1.661959 | 0.502329 | 0.784906 | -0.947669 | 1.288117 | -1.384229 | -0.514454 | -1.625309 | 0.031571 |
| 2 | 1.679497 | 1.336360 | 2.362884 | 1.124150 | 1.068917 | -1.159347 | -1.603198 | 0.117568 | -1.024912 | 0.751298 | 0.831221 |
| 3 | -1.700708 | -1.331108 | -1.070706 | -0.785746 | 0.151469 | -0.376526 | -1.193224 | 0.003769 | -1.591838 | -0.443837 | 0.027326 |
| 4 | -1.211680 | -0.480722 | -0.600695 | -1.577293 | -1.490286 | 1.652986 | 1.188035 | -0.826250 | 0.832148 | 1.220075 | -0.431557 |
| 5 | 0.490277 | 0.212229 | 1.526904 | 0.976586 | 0.011235 | -1.450403 | 0.635190 | -1.076253 | 1.588943 | 1.703396 | -0.242575 |
| 6 | -0.689700 | -0.049872 | -0.299029 | 0.475795 | -0.502137 | 0.718206 | 0.755151 | -0.099697 | 0.781256 | 0.927392 | 1.157562 |
| 7 | 0.063466 | -0.610241 | -0.124463 | -0.237678 | 0.907702 | 0.876735 | -0.857752 | 0.867152 | 1.431750 | 0.839141 | 1.013263 |
| 8 | -0.613945 | -0.546918 | 0.531347 | 1.353863 | 1.012377 | -1.022361 | -1.421458 | -0.255845 | -0.645590 | 1.245319 | 1.325784 |
| 9 | -0.653721 | -1.401781 | -0.857515 | 1.364247 | 0.360752 | -0.998315 | -1.610184 | 0.744591 | 1.344029 | -1.483691 | 0.835077 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0.707542 | 0.381307 | 0.053708 | -0.276286 | -0.120598 | 0.408148 | 1.290591 | -0.264337 | 0.666151 | 1.701384 | -1.298751 |
| 991 | 1.070613 | 0.517211 | 0.858274 | 0.381372 | -0.818472 | 1.218551 | 1.413253 | -0.898392 | 0.156440 | 1.414984 | -1.874483 |
| 992 | -1.044941 | -0.473453 | -0.246130 | 0.266763 | 0.184930 | 0.243111 | 0.860831 | -1.313556 | -0.463557 | 0.187988 | 0.766103 |
| 993 | -0.220984 | -0.099360 | -1.922436 | -1.619388 | -0.063225 | 0.650407 | -0.534441 | -1.369786 | -1.175908 | -1.084948 | 1.231910 |
| 994 | 0.932056 | 1.437777 | 0.198907 | -1.091872 | -0.150524 | -1.339480 | 0.832707 | 0.568627 | 0.573897 | -1.388561 | -1.698412 |
| 995 | 0.558785 | 0.394730 | 1.587679 | 1.082513 | -1.384483 | -0.912167 | -1.659778 | -1.464664 | -1.737949 | -0.236080 | -0.863536 |
| 996 | -0.574210 | -0.073274 | -0.707206 | -1.674036 | 0.986902 | -0.368112 | -0.360933 | 1.697005 | 0.370367 | 1.209561 | 0.725334 |
| 997 | 0.906308 | 1.783682 | 1.791548 | 0.997886 | -0.671067 | 0.692669 | -0.037209 | -0.101237 | 1.002988 | 0.870134 | -0.140165 |
| 998 | -1.076314 | -0.664040 | 0.136159 | 0.681610 | 0.586859 | -0.075126 | 0.718164 | 1.381397 | -1.585382 | 0.798497 | 0.671559 |
| 999 | -1.810947 | -1.592426 | -1.453785 | -0.540292 | 0.601097 | 1.298561 | -0.343131 | 0.372521 | 0.680955 | -1.263731 | 0.520202 |